{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "source": [
    "# Video Face Manipulation Detection Through Ensemble of CNNs\n",
    "Image and Sound Processing Lab - Politecnico di Milano\n",
    "- Nicolò Bonettini\n",
    "- Edoardo Daniele Cannas\n",
    "- Sara Mandelli\n",
    "- Luca Bondi\n",
    "- Paolo Bestagini\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.utils.model_zoo import load_url\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.special import expit\n",
    "\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "from blazeface import FaceExtractor, BlazeFace, VideoReader\n",
    "from architectures import fornet,weights\n",
    "from isplutils import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Choose an architecture between\n",
    "- EfficientNetB4\n",
    "- EfficientNetB4ST\n",
    "- EfficientNetAutoAttB4\n",
    "- EfficientNetAutoAttB4ST\n",
    "- Xception\n",
    "\"\"\"\n",
    "net_model = 'EfficientNetAutoAttB4'\n",
    "\n",
    "\"\"\"\n",
    "Choose a training dataset between\n",
    "- DFDC\n",
    "- FFPP\n",
    "\"\"\"\n",
    "train_db = 'DFDC'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = torch.device('cuda:0') if torch.cuda.is_available() else torch.device('cpu')\n",
    "face_policy = 'scale'\n",
    "face_size = 224\n",
    "frames_per_video = 32"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded pretrained weights for efficientnet-b4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_url = weights.weight_url['{:s}_{:s}'.format(net_model,train_db)]\n",
    "net = getattr(fornet,net_model)().eval().to(device)\n",
    "net.load_state_dict(load_url(model_url,map_location=device,check_hash=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "transf = utils.get_transformer(face_policy, face_size, net.get_normalizer(), train=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "facedet = BlazeFace().to(device)\n",
    "facedet.load_weights(\"../blazeface/blazeface.pth\")\n",
    "facedet.load_anchors(\"../blazeface/anchors.npy\")\n",
    "videoreader = VideoReader(verbose=False)\n",
    "video_read_fn = lambda x: videoreader.read_frames(x, num_frames=frames_per_video)\n",
    "face_extractor = FaceExtractor(video_read_fn=video_read_fn,facedet=facedet)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detect faces"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "vid_real_faces = face_extractor.process_video('samples/lynaeydofd.mp4')\n",
    "vid_fake_faces = face_extractor.process_video('samples/mqzvfufzoq.mp4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_real_face = vid_real_faces[0]['faces'][0]\n",
    "im_fake_face = vid_fake_faces[0]['faces'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,2,figsize=(8,4))\n",
    "\n",
    "ax[0].imshow(im_real_face)\n",
    "ax[0].set_title('REAL')\n",
    "\n",
    "ax[1].imshow(im_fake_face)\n",
    "ax[1].set_title('FAKE');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predict scores for each frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For each frame, we consider the face with the highest confidence score found by BlazeFace (= frame['faces'][0])\n",
    "faces_real_t = torch.stack( [ transf(image=frame['faces'][0])['image'] for frame in vid_real_faces if len(frame['faces'])] )\n",
    "faces_fake_t = torch.stack( [ transf(image=frame['faces'][0])['image'] for frame in vid_fake_faces if len(frame['faces'])] )\n",
    "\n",
    "with torch.no_grad():\n",
    "    faces_real_pred = net(faces_real_t.to(device)).cpu().numpy().flatten()\n",
    "    faces_fake_pred = net(faces_fake_t.to(device)).cpu().numpy().flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,2,figsize=(12,4))\n",
    "\n",
    "ax[0].stem([f['frame_idx'] for f in vid_real_faces if len(f['faces'])],expit(faces_real_pred),use_line_collection=True)\n",
    "ax[0].set_title('REAL')\n",
    "ax[0].set_xlabel('Frame')\n",
    "ax[0].set_ylabel('Score')\n",
    "ax[0].set_ylim([0,1])\n",
    "ax[0].grid(True)\n",
    "\n",
    "ax[1].stem([f['frame_idx'] for f in vid_fake_faces if len(f['faces'])],expit(faces_fake_pred),use_line_collection=True)\n",
    "ax[1].set_title('FAKE')\n",
    "ax[1].set_xlabel('Frame')\n",
    "ax[1].set_ylabel('Score')\n",
    "ax[1].set_ylim([0,1])\n",
    "ax[1].set_yticks([0,1],['REAL','FAKE']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average score for REAL video: 0.0037\n",
      "Average score for FAKE face: 0.9999\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "Print average scores.\n",
    "An average score close to 0 predicts REAL. An average score close to 1 predicts FAKE.\n",
    "\"\"\"\n",
    "print('Average score for REAL video: {:.4f}'.format(expit(faces_real_pred.mean())))\n",
    "print('Average score for FAKE face: {:.4f}'.format(expit(faces_fake_pred.mean())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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